{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle \n",
    "import numpy as np \n",
    "with open('mri/scan_0.pkl', 'rb') as f:\n",
    "    obj = pickle.load(f)\n",
    "    kspace = obj['kspace']\n",
    "    target_image = obj['target']\n",
    "    attributes = obj['attributes'] # include metadata like the maximum value in the kspace measurement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ifft2c(data):\n",
    "    \"\"\"\n",
    "    center ifft \n",
    "    \"\"\"\n",
    "    data = np.fft.ifftshift(data)\n",
    "    data = np.fft.ifft2(data, norm=\"ortho\")\n",
    "    data = np.fft.fftshift(data)\n",
    "    \n",
    "    # turn complex number into a two dimensional array\n",
    "    return np.stack((data.real, data.imag), axis=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fft2c(data):\n",
    "    \"\"\"\n",
    "    center fft\n",
    "    \"\"\"\n",
    "    data = np.fft.ifftshift(data)\n",
    "    data = np.fft.fft2(data, norm=\"ortho\")\n",
    "    data = np.fft.fftshift(data)\n",
    "\n",
    "    return np.stack((data.real, data.imag), axis=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def complex_center_crop(data, shape):\n",
    "    \"\"\"\n",
    "    Apply a center crop to the input image or batch of complex images.\n",
    "    \"\"\"\n",
    "    w_from = (data.shape[0] - shape[0]) // 2\n",
    "    h_from = (data.shape[1] - shape[1]) // 2\n",
    "    w_to = w_from + shape[0]\n",
    "    h_to = h_from + shape[1]\n",
    "\n",
    "    return data[w_from:w_to, h_from:h_to]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.708934418447018e-08"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# forward kspace to image \n",
    "reconstruct_image = ifft2c(kspace)\n",
    "magnitude_image = np.linalg.norm(reconstruct_image, axis=-1)\n",
    "\n",
    "crop_image = complex_center_crop(magnitude_image, (320, 320))\n",
    "\n",
    "\n",
    "# the error is small \n",
    "np.mean(np.abs(crop_image-target_image)) / np.mean(target_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9cc0b002e8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "\n",
    "plt.imshow(crop_image, cmap='bone')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9cc0aa0c18>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(target_image, cmap='bone')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
